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Step shift: A fast image segmentation algorithm and its hardware implementation for next-generation sequencing fluorescence data

机译:步移:用于下一代测序荧光数据的快速图像分割算法及其硬件实现

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In this study, an image segmentation algorithm for processing Next-Generation Sequencing (NGS) fluorescence data is proposed. In NGS applications, fluorescent spots are randomly distributed, the number of spots is large, and the sizes of these spots are small. All the characteristics make the conventional segmentation algorithm not as efficient. To speed up the segmentation process, we propose a hardware-compatible algorithm, Step Shift, and implement an ASIC design for hardware acceleration. When compared to the software version of Step Shift method, our hardware accelerator can reach 9.2 times speed-up in the experiments.
机译:在这项研究中,提出了一种用于处理下一代测序(NGS)荧光数据的图像分割算法。在NGS应用中,荧光斑点是随机分布的,斑点的数量很大,并且这些斑点的尺寸很小。所有这些特征使得传统的分割算法不那么有效。为了加快分割过程,我们提出了一种与硬件兼容的算法Step Shift,并实现了用于硬件加速的ASIC设计。与Step Shift方法的软件版本相比,我们的硬件加速器在实验中的速度可以达到9.2倍。

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